---
title: "Dashboard"
output: 
  flexdashboard::flex_dashboard:
    orientation: columns
    vertical_layout: fill
    source: embed 
---

```{r setup, include=FALSE}
library(tidyverse)
library(p8105.datasets)
library(plotly)
library(flexdashboard)
```

```{r}
data("ny_noaa")

set.seed(10032)
part_ny_noaa = ny_noaa %>%
  separate(date, into = c("year","month","day"), sep = "-", remove = FALSE) %>%
  mutate(year = as.numeric(year),
         month = as.numeric(month),
         day = as.numeric(day),
         tmax = as.numeric(tmax)/10,
         tmin = as.numeric(tmin)/10,
         prcp = as.numeric(prcp)/10) %>%
  drop_na(tmax, tmin, prcp) %>%
  filter(year %in% 2005:2010) %>%
  sample_n(10000) 

```

Column {data-width=650}
-----------------------------------------------------------------------

### Chart A: Boxplot

```{r}
box_plot = part_ny_noaa %>%
  mutate(month = factor(month.name[month], levels = month.name)) %>%
  plot_ly(x = ~month, y = ~tmin, color = ~month, type = "box", colors = "viridis") %>%
  layout(title = "Boxplot of Minimum Temperature Distribution in each month", 
         legend = list(title = list(text = "<month>"))) #add title and lengend title in the graph

box_plot
```

Column {data-width=350}
-----------------------------------------------------------------------

### Chart B: Scatter plot

```{r}
scatter_plot = part_ny_noaa %>%
  mutate(month = factor(month.name[month], levels = month.name)) %>%
  group_by(month) %>%
  summarise(mean_tmax = mean(tmax, na.rm = T)) %>% 
  plot_ly(x = ~ month, y = ~mean_tmax, color = ~month, type = "scatter", mode = "line", colors = "viridis") %>%
  layout(title = "Mean Maximum Temperature by month", 
         yaxis = list(title = "mean of maximum temperature")) #add title in the graph

scatter_plot
```

### Chart C: Bar plot

```{r}
bar_plot = part_ny_noaa %>%
  mutate(month = factor(month.name[month], levels = month.name)) %>%
  group_by(month) %>%
  summarise(mean_prcp = mean(prcp, na.rm = T)) %>% 
  plot_ly(x = ~ month, y = ~mean_prcp, color = ~month, type = "bar", colors = "viridis") %>%
  layout(title = "Mean Precipitation (tenths of mm) by month", 
         yaxis = list(title = "Mean of Precipitation")) #add title in the graph

bar_plot

```